By default the Controller property is set to Pop-up. This shows the controller when the video starts, but then hides the controller after a few seconds. If the learner mouses over the video, the controller reappears.
Select the video object.
In the Properties panel, click the Controller property.
Set the value to either Pop-up or None from the dropdown list.